EP3752973A4 - System and method for generating aspect-enhanced explainable description-based recommendations - Google Patents
System and method for generating aspect-enhanced explainable description-based recommendations Download PDFInfo
- Publication number
- EP3752973A4 EP3752973A4 EP19823313.2A EP19823313A EP3752973A4 EP 3752973 A4 EP3752973 A4 EP 3752973A4 EP 19823313 A EP19823313 A EP 19823313A EP 3752973 A4 EP3752973 A4 EP 3752973A4
- Authority
- EP
- European Patent Office
- Prior art keywords
- explainable
- enhanced
- description
- based recommendations
- generating aspect
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Ceased
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N5/00—Computing arrangements using knowledge-based models
- G06N5/04—Inference or reasoning models
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/084—Backpropagation, e.g. using gradient descent
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/30—Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
- G06F16/33—Querying
- G06F16/335—Filtering based on additional data, e.g. user or group profiles
- G06F16/337—Profile generation, learning or modification
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/901—Indexing; Data structures therefor; Storage structures
- G06F16/9024—Graphs; Linked lists
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/042—Knowledge-based neural networks; Logical representations of neural networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N5/00—Computing arrangements using knowledge-based models
- G06N5/02—Knowledge representation; Symbolic representation
- G06N5/022—Knowledge engineering; Knowledge acquisition
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/044—Recurrent networks, e.g. Hopfield networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/048—Activation functions
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- Software Systems (AREA)
- Data Mining & Analysis (AREA)
- General Physics & Mathematics (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- Mathematical Physics (AREA)
- Computing Systems (AREA)
- Computational Linguistics (AREA)
- Databases & Information Systems (AREA)
- Biomedical Technology (AREA)
- Molecular Biology (AREA)
- General Health & Medical Sciences (AREA)
- Biophysics (AREA)
- Life Sciences & Earth Sciences (AREA)
- Health & Medical Sciences (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Medical Informatics (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US201862688196P | 2018-06-21 | 2018-06-21 | |
US16/246,775 US11995564B2 (en) | 2018-06-21 | 2019-01-14 | System and method for generating aspect-enhanced explainable description-based recommendations |
PCT/KR2019/007481 WO2019245316A1 (en) | 2018-06-21 | 2019-06-21 | System and method for generating aspect-enhanced explainable description-based recommendations |
Publications (2)
Publication Number | Publication Date |
---|---|
EP3752973A1 EP3752973A1 (en) | 2020-12-23 |
EP3752973A4 true EP3752973A4 (en) | 2020-12-23 |
Family
ID=68981968
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
EP19823313.2A Ceased EP3752973A4 (en) | 2018-06-21 | 2019-06-21 | System and method for generating aspect-enhanced explainable description-based recommendations |
Country Status (4)
Country | Link |
---|---|
US (1) | US11995564B2 (en) |
EP (1) | EP3752973A4 (en) |
CN (1) | CN112313697A (en) |
WO (1) | WO2019245316A1 (en) |
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US11074266B2 (en) * | 2018-10-11 | 2021-07-27 | International Business Machines Corporation | Semantic concept discovery over event databases |
US20200118029A1 (en) * | 2018-10-14 | 2020-04-16 | Troy DeBraal | General Content Perception and Selection System. |
US12034747B2 (en) * | 2019-03-08 | 2024-07-09 | International Business Machines Corporation | Unsupervised learning to simplify distributed systems management |
CN111522979B (en) * | 2020-04-20 | 2023-09-29 | 携程旅游网络技术(上海)有限公司 | Picture sorting recommendation method and device, electronic equipment and storage medium |
US20210365818A1 (en) * | 2020-05-20 | 2021-11-25 | Samsung Electronics Co., Ltd. | System and method for explainable embedding-based recommendation system |
CN111708964B (en) * | 2020-05-27 | 2023-06-20 | 北京百度网讯科技有限公司 | Recommendation method and device for multimedia resources, electronic equipment and storage medium |
CA3179971A1 (en) * | 2020-06-01 | 2021-12-09 | Simon Hughes | Essential accessory recommendations |
CN112100392B (en) * | 2020-07-28 | 2022-03-15 | 浙江大学 | Equipment fault tracing method based on reinforcement learning and knowledge graph |
US11727685B2 (en) * | 2020-07-29 | 2023-08-15 | Kpmg Llp | System and method for generation of process graphs from multi-media narratives |
CN112100369B (en) * | 2020-07-29 | 2022-06-10 | 浙江大学 | Semantic-combined network fault association rule generation method and network fault detection method |
CN112102029B (en) * | 2020-08-20 | 2022-10-14 | 浙江大学 | Knowledge graph-based long-tail recommendation calculation method |
CN111986006A (en) * | 2020-09-02 | 2020-11-24 | 深圳壹账通智能科技有限公司 | Product recommendation method and device based on knowledge graph, computer equipment and storage medium |
CN112035682B (en) * | 2020-09-28 | 2021-04-20 | 上海松鼠课堂人工智能科技有限公司 | Character model analysis processing method and system based on knowledge graph |
AU2021370972A1 (en) * | 2020-10-26 | 2023-06-22 | TruValue Labs, Inc. | Systems and method for dynamically updating materiality distributions and classifications in multiple dimensions |
US11307881B1 (en) * | 2020-11-11 | 2022-04-19 | Adobe Inc. | Systems for generating suggestions with knowledge graph embedding vectors |
CN112528153B (en) * | 2020-12-22 | 2024-03-08 | 北京百度网讯科技有限公司 | Content recommendation method, device, apparatus, storage medium, and program product |
CN112487200B (en) * | 2020-11-25 | 2022-06-07 | 吉林大学 | Improved deep recommendation method containing multi-side information and multi-task learning |
CN112417298B (en) * | 2020-12-07 | 2021-06-29 | 中山大学 | Cross-domain recommendation method and system based on a small number of overlapped users |
US20220188895A1 (en) * | 2020-12-14 | 2022-06-16 | Adobe Inc. | Product feature extraction from structured and unstructured texts using knowledge base |
US20220188850A1 (en) * | 2020-12-15 | 2022-06-16 | Accenture Global Solutions Limited | Utilizing machine learning models for data-driven customer segmentation |
US11631106B2 (en) * | 2020-12-31 | 2023-04-18 | Thrive Market, Inc. | Apparatus, computer-implemented method, and computer program product for programmatically selecting a user survey data object from a set of user survey data objects and for selecting ranking model(s) for utilization based on survey engagement data associated with the selected user survey data object |
CN112733027B (en) * | 2021-01-08 | 2022-10-25 | 西安交通大学 | Hybrid recommendation method based on local and global representation model joint learning |
CN112785376B (en) * | 2021-01-20 | 2022-08-19 | 电子科技大学 | Multi-domain recommendation method based on multi-task learning |
WO2022231522A1 (en) * | 2021-04-28 | 2022-11-03 | Nanyang Technological University | Explainable recommendation system and method |
US20220374805A1 (en) * | 2021-05-18 | 2022-11-24 | Ebay Inc. | Inventory Item Prediction and Listing Recommendation |
US20220382741A1 (en) * | 2021-05-28 | 2022-12-01 | Neo4J Sweden Ab | Graph embeddings via node-property-aware fast random projection |
CN113792163B (en) * | 2021-08-09 | 2022-12-27 | 北京达佳互联信息技术有限公司 | Multimedia recommendation method and device, electronic equipment and storage medium |
US11645095B2 (en) * | 2021-09-14 | 2023-05-09 | Adobe Inc. | Generating and utilizing a digital knowledge graph to provide contextual recommendations in digital content editing applications |
US20230196019A1 (en) * | 2021-12-17 | 2023-06-22 | Intuit Inc. | Extracting explainable corpora embeddings |
CN114691896B (en) * | 2022-05-31 | 2022-09-13 | 浙江大学 | Knowledge graph data cleaning method and device |
US20240064354A1 (en) * | 2022-08-18 | 2024-02-22 | Roku, Inc. | Recommendation system with reduced bias based on a view history |
CN115114542B (en) * | 2022-08-26 | 2022-11-18 | 北京高德云信科技有限公司 | Object recommendation method, system, training method, medium and computer equipment |
WO2024072412A1 (en) * | 2022-09-30 | 2024-04-04 | Rakuten Symphony Singapore Pte. Ltd. | System, method, device, and program for enhanced graph-based node classification |
Citations (1)
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US20160042435A1 (en) * | 2002-04-17 | 2016-02-11 | Ebay Inc. | Generating a recommendation |
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US7447667B2 (en) | 2002-12-11 | 2008-11-04 | International Business Machines Corporation | Method and knowledge structures for reasoning about concepts, relations, and rules |
US9269068B2 (en) * | 2006-05-05 | 2016-02-23 | Visible Technologies Llc | Systems and methods for consumer-generated media reputation management |
US9269090B2 (en) | 2008-08-18 | 2016-02-23 | Nokia Technologies Oy | Method, apparatus and computer program product for providing indications regarding recommended content |
US9141694B2 (en) * | 2008-12-18 | 2015-09-22 | Oracle America, Inc. | Method and apparatus for user-steerable recommendations |
US8645287B2 (en) | 2010-02-04 | 2014-02-04 | Microsoft Corporation | Image tagging based upon cross domain context |
US10303999B2 (en) * | 2011-02-22 | 2019-05-28 | Refinitiv Us Organization Llc | Machine learning-based relationship association and related discovery and search engines |
EP2546759A1 (en) * | 2011-07-15 | 2013-01-16 | Irdeto Corporate B.V. | Generation of recommendation values |
US9195769B2 (en) * | 2011-07-20 | 2015-11-24 | Opentable, Inc. | Method and apparatus for quickly evaluating entities |
US9195945B2 (en) | 2013-03-11 | 2015-11-24 | Arris Technology, Inc. | Inferring attribute and item preferences |
US9824152B1 (en) | 2014-05-30 | 2017-11-21 | Yummly, Inc. | Recipe recommendation |
US20160196490A1 (en) * | 2015-01-02 | 2016-07-07 | International Business Machines Corporation | Method for Recommending Content to Ingest as Corpora Based on Interaction History in Natural Language Question and Answering Systems |
US20160259857A1 (en) | 2015-03-06 | 2016-09-08 | Microsoft Technology Licensing, Llc | User recommendation using a multi-view deep learning framework |
US20160300292A1 (en) | 2015-04-08 | 2016-10-13 | Twiggle Ltd. | Product navigation tool |
US20170006356A1 (en) * | 2015-07-01 | 2017-01-05 | Microsoft Corporation | Augmented experience of media presentation events |
US20170091838A1 (en) | 2015-09-30 | 2017-03-30 | International Business Machines Corporation | Product recommendation using sentiment and semantic analysis |
US20170103337A1 (en) * | 2015-10-08 | 2017-04-13 | International Business Machines Corporation | System and method to discover meaningful paths from linked open data |
US10242074B2 (en) * | 2016-02-03 | 2019-03-26 | Facebook, Inc. | Search-results interfaces for content-item-specific modules on online social networks |
US11049137B2 (en) | 2016-09-15 | 2021-06-29 | Andrey Yurevich Boyarshinov | System and method for human personality diagnostics based on computer perception of observable behavioral manifestations of an individual |
US10621511B2 (en) * | 2016-11-09 | 2020-04-14 | Cognitive Scale, Inc. | Method for using hybrid blockchain data architecture within a cognitive environment |
US10878309B2 (en) * | 2017-01-03 | 2020-12-29 | International Business Machines Corporation | Determining context-aware distances using deep neural networks |
-
2019
- 2019-01-14 US US16/246,775 patent/US11995564B2/en active Active
- 2019-06-21 WO PCT/KR2019/007481 patent/WO2019245316A1/en unknown
- 2019-06-21 CN CN201980040934.9A patent/CN112313697A/en active Pending
- 2019-06-21 EP EP19823313.2A patent/EP3752973A4/en not_active Ceased
Patent Citations (1)
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US20160042435A1 (en) * | 2002-04-17 | 2016-02-11 | Ebay Inc. | Generating a recommendation |
Also Published As
Publication number | Publication date |
---|---|
CN112313697A (en) | 2021-02-02 |
WO2019245316A1 (en) | 2019-12-26 |
US11995564B2 (en) | 2024-05-28 |
US20190392330A1 (en) | 2019-12-26 |
EP3752973A1 (en) | 2020-12-23 |
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